A hybrid method for ellipse detection in industrial images
文献类型：期刊论文
| 作者 | Chen SL(陈松林) ; Xia RB(夏仁波); Zhao JB(赵吉宾); Chen YL(陈月玲); Hu MB(胡茂邦)
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| 刊名 | Pattern Recognition
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| 出版日期 | 2017 |
| 卷号 | 68页码:82-98 |
| 关键词 | Ellipse detection Edge following method Hough transform Industrial application Reliability |
| ISSN号 | 0031-3203 |
| 产权排序 | 1 |
| 通讯作者 | 夏仁波 |
| 中文摘要 | Many ellipse detection methods have been proposed for detecting ellipses in images. However, they are unsuitable for industrial images due to low signal-to-noise ratios (SNR). This paper presents an ellipse detection method combining the advantages of Hough transform(HT) based methods and the advantages of edge following methods, which is capable of detecting fragmented ellipses and is both computational and memory efficient. Our method works in two steps. In the first step, an edge following method is proposed to quickly and accurately extract the majority of ellipses. For ellipses missed in the first step, candidate regions where each may contain one missed ellipse are extracted in the second step using cluster analysis, and then a HT based method is performed on these regions to extract the missed ellipses. This can not only guarantee the accuracy of the HT based method, but also save the memory and computation time. We test the performance of our method using both synthetic images and low SNR industrial images. Experimental results demonstrate that the proposed method performs far better than existing methods in terms of recall, precision, F-measure, and reliability. Especially in term of reliability, our method has achieved a very high value close to 1 while the reliabilities of state-of-the art methods are almost less than 0.5. |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000401381100007 |
| 源URL | [http://ir.sia.cn/handle/173321/20366]  |
| 专题 | 沈阳自动化研究所_装备制造技术研究室 |
| 推荐引用方式 GB/T 7714 | Chen SL,Xia RB,Zhao JB,et al. A hybrid method for ellipse detection in industrial images[J]. Pattern Recognition,2017,68:82-98. |
| APA | Chen SL,Xia RB,Zhao JB,Chen YL,&Hu MB.(2017).A hybrid method for ellipse detection in industrial images.Pattern Recognition,68,82-98. |
| MLA | Chen SL,et al."A hybrid method for ellipse detection in industrial images".Pattern Recognition 68(2017):82-98. |
入库方式： OAI收割
来源：沈阳自动化研究所
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